Efficient and Autonomous Energy Management Techniques for the Future Smart Homes

被引:77
|
作者
Basit, Abdul [1 ]
Sidhu, Guftaar Ahmad Sardar [1 ]
Mahmood, Anzar [1 ]
Gao, Feifei [2 ]
机构
[1] COMSATS Inst Informat Technol, Dept Elect Engn, Islamabad 44000, Pakistan
[2] Tsinghua Univ, Dept Automat, Beijing 100084, Peoples R China
关键词
HEMS; Dijkstra; DSM; Smart Grid; OPTIMIZATION; ALGORITHM; SYSTEMS;
D O I
10.1109/TSG.2015.2504560
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Smart grid with latest technologies provides solid foundation for the implementation of energy management systems at home premises. This paper proposes an autonomous energy management-based cost reduction solution for peak load times using a home energy management system (HEMS). Within a home environment, both the real time and the schedulable appliances are connected with smart meter through HEMS. We formulate an optimization problem under various practical constraints, which is shown to be a mixed integer programming problem that can be solved through a step-wise approach. A novel scheme based on Dijkstra algorithm is proposed, which results in the similar performance to that of the proposed optimal scheme while exhibiting much lower complexity. To further save the computational efforts, a low complexity scheme is also proposed, which produces considerably better results than the non-optimized scheme with the same complexity yet. Simulation results are presented at show the performance and complexity comparison of different proposed solutions and the existing methods.
引用
收藏
页码:917 / 926
页数:10
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